A FAST CODEBOOK DESIGN ALGORITHM BASED ON A FUZZY CLUSTERING METHODOLOGY

Author:

ABDELWAHAB AHMED A.1,MUHARRAM NORA S.1

Affiliation:

1. Electronics and Communication Engineering Department Helwan University, Helwan, Cairo, Egypt

Abstract

In this paper, a new fast one-step codebook design algorithm for vector quantization is proposed for image coding. The algorithm utilizes a fuzzy clustering methodology for best clustering of data vectors in the training space. The codebook design process terminates in just one step so that it is highly computationally efficient as compared to other reported algorithms. To improve the coding efficiency, image blocks are further classified into two classes and a different codebook is designed for each class. The two codebooks are augmented to form one codebook so that there is no need to send class information. Moreover, entropy coding is used to send codevector index to the receiver for further bit rate reduction. Simulation results are presented to show the superior performance of the proposed algorithm in terms of PSNR as compared to the state-of-the-art codebook design algorithms.

Publisher

World Scientific Pub Co Pte Lt

Subject

Computer Graphics and Computer-Aided Design,Computer Science Applications,Computer Vision and Pattern Recognition

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Inter-Image Similarity-Based Fast Adaptive Block Size Vector Quantizer for Image Coding;International Journal of Image and Graphics;2017-07

2. Data Compression Analysis of Rocket Engines with Vector Quantization Based on FCM Algorithm;International Journal of Engineering Research in Africa;2016-02

3. New Clustering Algorithm for Vector Quantization Using Hybrid Haar Slant Error Vector;2015 International Conference on Computing Communication Control and Automation;2015-02

4. Vector Quantisation and Topology Based Graph Representation;Graph-Based Clustering and Data Visualization Algorithms;2013

5. Vector Quantized Codebook Optimization Using Modified Genetic Algorithm;IETE Journal of Research;2010

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